Overview
Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 14999 |
| Missing cells | 700 |
| Missing cells (%) | 0.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.7 MiB |
| Average record size in memory | 191.0 B |
Variable types
| Categorical | 2 |
|---|---|
| Numeric | 10 |
activity_days is highly overall correlated with driving_days | High correlation |
driven_km_drives is highly overall correlated with duration_minutes_drives | High correlation |
drives is highly overall correlated with sessions and 1 other fields | High correlation |
driving_days is highly overall correlated with activity_days | High correlation |
duration_minutes_drives is highly overall correlated with driven_km_drives | High correlation |
sessions is highly overall correlated with drives and 1 other fields | High correlation |
total_sessions is highly overall correlated with drives and 1 other fields | High correlation |
label has 700 (4.7%) missing values | Missing |
total_sessions has unique values | Unique |
driven_km_drives has unique values | Unique |
duration_minutes_drives has unique values | Unique |
total_navigations_fav1 has 3113 (20.8%) zeros | Zeros |
total_navigations_fav2 has 6105 (40.7%) zeros | Zeros |
activity_days has 243 (1.6%) zeros | Zeros |
driving_days has 1024 (6.8%) zeros | Zeros |
Reproduction
| Analysis started | 2026-02-08 20:23:10.165556 |
|---|---|
| Analysis finished | 2026-02-08 20:23:20.973060 |
| Duration | 10.81 seconds |
| Software version | ydata-profiling vv4.18.0 |
| Download configuration | config.json |
Variables
label
Categorical
Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 700 |
| Missing (%) | 4.7% |
| Memory size | 831.9 KiB |
| retained | |
|---|---|
| churned |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 7.8226449 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | retained |
|---|---|
| 2nd row | retained |
| 3rd row | retained |
| 4th row | retained |
| 5th row | retained |
Common Values
| Value | Count | Frequency (%) |
| retained | 11763 | |
| churned | 2536 | 16.9% |
| (Missing) | 700 | 4.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| retained | 11763 | |
| churned | 2536 | 17.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 26062 | |
| r | 14299 | |
| n | 14299 | |
| d | 14299 | |
| a | 11763 | |
| t | 11763 | |
| i | 11763 | |
| c | 2536 | 2.3% |
| h | 2536 | 2.3% |
| u | 2536 | 2.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 111856 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 26062 | |
| r | 14299 | |
| n | 14299 | |
| d | 14299 | |
| a | 11763 | |
| t | 11763 | |
| i | 11763 | |
| c | 2536 | 2.3% |
| h | 2536 | 2.3% |
| u | 2536 | 2.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 111856 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 26062 | |
| r | 14299 | |
| n | 14299 | |
| d | 14299 | |
| a | 11763 | |
| t | 11763 | |
| i | 11763 | |
| c | 2536 | 2.3% |
| h | 2536 | 2.3% |
| u | 2536 | 2.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 111856 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 26062 | |
| r | 14299 | |
| n | 14299 | |
| d | 14299 | |
| a | 11763 | |
| t | 11763 | |
| i | 11763 | |
| c | 2536 | 2.3% |
| h | 2536 | 2.3% |
| u | 2536 | 2.3% |
sessions
Real number (ℝ)
High correlation
| Distinct | 469 |
|---|---|
| Distinct (%) | 3.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 80.633776 |
| Minimum | 0 |
|---|---|
| Maximum | 743 |
| Zeros | 105 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 117.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 23 |
| median | 56 |
| Q3 | 112 |
| 95-th percentile | 243 |
| Maximum | 743 |
| Range | 743 |
| Interquartile range (IQR) | 89 |
Descriptive statistics
| Standard deviation | 80.699065 |
|---|---|
| Coefficient of variation (CV) | 1.0008097 |
| Kurtosis | 5.9183196 |
| Mean | 80.633776 |
| Median Absolute Deviation (MAD) | 39 |
| Skewness | 2.0100244 |
| Sum | 1209426 |
| Variance | 6512.3391 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 191 | 1.3% |
| 3 | 186 | 1.2% |
| 8 | 186 | 1.2% |
| 2 | 179 | 1.2% |
| 13 | 175 | 1.2% |
| 7 | 172 | 1.1% |
| 9 | 170 | 1.1% |
| 5 | 168 | 1.1% |
| 6 | 167 | 1.1% |
| 20 | 162 | 1.1% |
| Other values (459) | 13243 |
| Value | Count | Frequency (%) |
| 0 | 105 | |
| 1 | 162 | |
| 2 | 179 | |
| 3 | 186 | |
| 4 | 191 | |
| 5 | 168 | |
| 6 | 167 | |
| 7 | 172 | |
| 8 | 186 | |
| 9 | 170 |
| Value | Count | Frequency (%) |
| 743 | 1 | |
| 725 | 1 | |
| 693 | 1 | |
| 690 | 1 | |
| 671 | 2 | |
| 657 | 1 | |
| 627 | 1 | |
| 625 | 1 | |
| 608 | 1 | |
| 607 | 1 |
drives
Real number (ℝ)
High correlation
| Distinct | 401 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67.281152 |
| Minimum | 0 |
|---|---|
| Maximum | 596 |
| Zeros | 106 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 117.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 20 |
| median | 48 |
| Q3 | 93 |
| 95-th percentile | 201 |
| Maximum | 596 |
| Range | 596 |
| Interquartile range (IQR) | 73 |
Descriptive statistics
| Standard deviation | 65.913872 |
|---|---|
| Coefficient of variation (CV) | 0.97967812 |
| Kurtosis | 5.6551845 |
| Mean | 67.281152 |
| Median Absolute Deviation (MAD) | 32 |
| Skewness | 1.9707988 |
| Sum | 1009150 |
| Variance | 4344.6386 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 212 | 1.4% |
| 4 | 211 | 1.4% |
| 8 | 203 | 1.4% |
| 3 | 201 | 1.3% |
| 2 | 198 | 1.3% |
| 10 | 194 | 1.3% |
| 11 | 191 | 1.3% |
| 16 | 184 | 1.2% |
| 17 | 184 | 1.2% |
| 5 | 183 | 1.2% |
| Other values (391) | 13038 |
| Value | Count | Frequency (%) |
| 0 | 106 | |
| 1 | 172 | |
| 2 | 198 | |
| 3 | 201 | |
| 4 | 211 | |
| 5 | 183 | |
| 6 | 178 | |
| 7 | 212 | |
| 8 | 203 | |
| 9 | 169 |
| Value | Count | Frequency (%) |
| 596 | 1 | |
| 582 | 1 | |
| 563 | 1 | |
| 552 | 1 | |
| 546 | 1 | |
| 538 | 1 | |
| 529 | 1 | |
| 514 | 1 | |
| 506 | 1 | |
| 501 | 1 |
total_sessions
Real number (ℝ)
High correlation Unique
| Distinct | 14999 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 189.96445 |
| Minimum | 0.22021094 |
|---|---|
| Maximum | 1216.1546 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 117.3 KiB |
Quantile statistics
| Minimum | 0.22021094 |
|---|---|
| 5-th percentile | 34.011886 |
| Q1 | 90.661156 |
| median | 159.56811 |
| Q3 | 254.19234 |
| 95-th percentile | 454.3632 |
| Maximum | 1216.1546 |
| Range | 1215.9344 |
| Interquartile range (IQR) | 163.53118 |
Descriptive statistics
| Standard deviation | 136.40513 |
|---|---|
| Coefficient of variation (CV) | 0.71805609 |
| Kurtosis | 3.3355973 |
| Mean | 189.96445 |
| Median Absolute Deviation (MAD) | 77.738681 |
| Skewness | 1.4915302 |
| Sum | 2849276.7 |
| Variance | 18606.359 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 353.4197971 | 1 | < 0.1% |
| 296.7482729 | 1 | < 0.1% |
| 326.8965962 | 1 | < 0.1% |
| 135.5229263 | 1 | < 0.1% |
| 67.58922127 | 1 | < 0.1% |
| 168.2470201 | 1 | < 0.1% |
| 279.5444373 | 1 | < 0.1% |
| 46.4716114 | 1 | < 0.1% |
| 53.73682971 | 1 | < 0.1% |
| 175.1498487 | 1 | < 0.1% |
| Other values (14989) | 14989 |
| Value | Count | Frequency (%) |
| 0.2202109438 | 1 | |
| 0.6533227391 | 1 | |
| 1.200659743 | 1 | |
| 1.362128827 | 1 | |
| 2.894851785 | 1 | |
| 3.110213383 | 1 | |
| 3.206452971 | 1 | |
| 3.274785093 | 1 | |
| 3.392876302 | 1 | |
| 3.487589936 | 1 |
| Value | Count | Frequency (%) |
| 1216.154633 | 1 | |
| 1155.993315 | 1 | |
| 1117.893821 | 1 | |
| 1076.879741 | 1 | |
| 1051.883733 | 1 | |
| 996.1507166 | 1 | |
| 983.2919143 | 1 | |
| 962.4015057 | 1 | |
| 945.7910856 | 1 | |
| 933.892523 | 1 |
n_days_after_onboarding
Real number (ℝ)
| Distinct | 3441 |
|---|---|
| Distinct (%) | 22.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1749.8378 |
| Minimum | 4 |
|---|---|
| Maximum | 3500 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 117.3 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 175.9 |
| Q1 | 878 |
| median | 1741 |
| Q3 | 2623.5 |
| 95-th percentile | 3314 |
| Maximum | 3500 |
| Range | 3496 |
| Interquartile range (IQR) | 1745.5 |
Descriptive statistics
| Standard deviation | 1008.5139 |
|---|---|
| Coefficient of variation (CV) | 0.57634707 |
| Kurtosis | -1.2006952 |
| Mean | 1749.8378 |
| Median Absolute Deviation (MAD) | 872 |
| Skewness | 0.0019725005 |
| Sum | 26245817 |
| Variance | 1017100.2 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 27 | 13 | 0.1% |
| 3084 | 13 | 0.1% |
| 692 | 13 | 0.1% |
| 3235 | 13 | 0.1% |
| 1901 | 12 | 0.1% |
| 2127 | 12 | 0.1% |
| 648 | 11 | 0.1% |
| 2412 | 11 | 0.1% |
| 2122 | 11 | 0.1% |
| 1404 | 11 | 0.1% |
| Other values (3431) | 14879 |
| Value | Count | Frequency (%) |
| 4 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 2 | < 0.1% |
| 8 | 3 | |
| 9 | 2 | < 0.1% |
| 10 | 4 | |
| 11 | 2 | < 0.1% |
| 13 | 3 | |
| 14 | 1 | < 0.1% |
| 15 | 7 |
| Value | Count | Frequency (%) |
| 3500 | 4 | |
| 3498 | 7 | |
| 3497 | 3 | |
| 3496 | 6 | |
| 3495 | 6 | |
| 3494 | 5 | |
| 3493 | 2 | < 0.1% |
| 3492 | 3 | |
| 3491 | 5 | |
| 3490 | 3 |
total_navigations_fav1
Real number (ℝ)
Zeros
| Distinct | 730 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 121.60597 |
| Minimum | 0 |
|---|---|
| Maximum | 1236 |
| Zeros | 3113 |
| Zeros (%) | 20.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 117.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 9 |
| median | 71 |
| Q3 | 178 |
| 95-th percentile | 424 |
| Maximum | 1236 |
| Range | 1236 |
| Interquartile range (IQR) | 169 |
Descriptive statistics
| Standard deviation | 148.12154 |
|---|---|
| Coefficient of variation (CV) | 1.218045 |
| Kurtosis | 5.2030052 |
| Mean | 121.60597 |
| Median Absolute Deviation (MAD) | 71 |
| Skewness | 1.9766807 |
| Sum | 1823968 |
| Variance | 21939.992 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3113 | 20.8% |
| 27 | 91 | 0.6% |
| 6 | 84 | 0.6% |
| 13 | 82 | 0.5% |
| 16 | 80 | 0.5% |
| 2 | 79 | 0.5% |
| 3 | 78 | 0.5% |
| 7 | 77 | 0.5% |
| 18 | 77 | 0.5% |
| 19 | 76 | 0.5% |
| Other values (720) | 11162 |
| Value | Count | Frequency (%) |
| 0 | 3113 | |
| 1 | 74 | 0.5% |
| 2 | 79 | 0.5% |
| 3 | 78 | 0.5% |
| 4 | 71 | 0.5% |
| 5 | 75 | 0.5% |
| 6 | 84 | 0.6% |
| 7 | 77 | 0.5% |
| 8 | 56 | 0.4% |
| 9 | 69 | 0.5% |
| Value | Count | Frequency (%) |
| 1236 | 1 | |
| 1182 | 1 | |
| 1170 | 1 | |
| 1160 | 1 | |
| 1158 | 1 | |
| 1153 | 1 | |
| 1104 | 1 | |
| 1096 | 1 | |
| 1085 | 1 | |
| 1077 | 1 |
total_navigations_fav2
Real number (ℝ)
Zeros
| Distinct | 287 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.672512 |
| Minimum | 0 |
|---|---|
| Maximum | 415 |
| Zeros | 6105 |
| Zeros (%) | 40.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 117.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 9 |
| Q3 | 43 |
| 95-th percentile | 124 |
| Maximum | 415 |
| Range | 415 |
| Interquartile range (IQR) | 43 |
Descriptive statistics
| Standard deviation | 45.394651 |
|---|---|
| Coefficient of variation (CV) | 1.5298554 |
| Kurtosis | 7.8213232 |
| Mean | 29.672512 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 2.4181758 |
| Sum | 445058 |
| Variance | 2060.6743 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6105 | |
| 2 | 197 | 1.3% |
| 4 | 175 | 1.2% |
| 1 | 166 | 1.1% |
| 3 | 165 | 1.1% |
| 5 | 163 | 1.1% |
| 7 | 159 | 1.1% |
| 9 | 157 | 1.0% |
| 6 | 154 | 1.0% |
| 11 | 153 | 1.0% |
| Other values (277) | 7405 |
| Value | Count | Frequency (%) |
| 0 | 6105 | |
| 1 | 166 | 1.1% |
| 2 | 197 | 1.3% |
| 3 | 165 | 1.1% |
| 4 | 175 | 1.2% |
| 5 | 163 | 1.1% |
| 6 | 154 | 1.0% |
| 7 | 159 | 1.1% |
| 8 | 134 | 0.9% |
| 9 | 157 | 1.0% |
| Value | Count | Frequency (%) |
| 415 | 1 | |
| 396 | 1 | |
| 394 | 1 | |
| 375 | 1 | |
| 358 | 1 | |
| 356 | 1 | |
| 355 | 1 | |
| 354 | 1 | |
| 352 | 1 | |
| 344 | 1 |
driven_km_drives
Real number (ℝ)
High correlation Unique
| Distinct | 14999 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4039.3409 |
| Minimum | 60.44125 |
|---|---|
| Maximum | 21183.402 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 117.3 KiB |
Quantile statistics
| Minimum | 60.44125 |
|---|---|
| 5-th percentile | 1054.4338 |
| Q1 | 2212.6006 |
| median | 3493.8581 |
| Q3 | 5289.8613 |
| 95-th percentile | 8889.7942 |
| Maximum | 21183.402 |
| Range | 21122.961 |
| Interquartile range (IQR) | 3077.2607 |
Descriptive statistics
| Standard deviation | 2502.1493 |
|---|---|
| Coefficient of variation (CV) | 0.61944495 |
| Kurtosis | 2.3511147 |
| Mean | 4039.3409 |
| Median Absolute Deviation (MAD) | 1451.3832 |
| Skewness | 1.3012261 |
| Sum | 60586074 |
| Variance | 6260751.3 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6030.498773 | 1 | < 0.1% |
| 2628.845068 | 1 | < 0.1% |
| 13715.92055 | 1 | < 0.1% |
| 3059.148818 | 1 | < 0.1% |
| 913.5911231 | 1 | < 0.1% |
| 3950.202008 | 1 | < 0.1% |
| 901.2386985 | 1 | < 0.1% |
| 8092.458082 | 1 | < 0.1% |
| 3134.000748 | 1 | < 0.1% |
| 2593.630089 | 1 | < 0.1% |
| Other values (14989) | 14989 |
| Value | Count | Frequency (%) |
| 60.44125046 | 1 | |
| 159.4440546 | 1 | |
| 167.5053199 | 1 | |
| 178.2323133 | 1 | |
| 179.5619961 | 1 | |
| 190.0302916 | 1 | |
| 195.9965346 | 1 | |
| 199.5870852 | 1 | |
| 205.6118612 | 1 | |
| 208.7703655 | 1 |
| Value | Count | Frequency (%) |
| 21183.40189 | 1 | |
| 20108.36412 | 1 | |
| 19214.47511 | 1 | |
| 19157.58838 | 1 | |
| 18129.92771 | 1 | |
| 18127.04715 | 1 | |
| 17921.81606 | 1 | |
| 17611.93216 | 1 | |
| 16611.73902 | 1 | |
| 16480.93908 | 1 |
duration_minutes_drives
Real number (ℝ)
High correlation Unique
| Distinct | 14999 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1860.976 |
| Minimum | 18.282082 |
|---|---|
| Maximum | 15851.727 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 117.3 KiB |
Quantile statistics
| Minimum | 18.282082 |
|---|---|
| 5-th percentile | 319.39336 |
| Q1 | 835.99626 |
| median | 1478.2499 |
| Q3 | 2464.3626 |
| 95-th percentile | 4668.8993 |
| Maximum | 15851.727 |
| Range | 15833.445 |
| Interquartile range (IQR) | 1628.3664 |
Descriptive statistics
| Standard deviation | 1446.7023 |
|---|---|
| Coefficient of variation (CV) | 0.777389 |
| Kurtosis | 4.7214293 |
| Mean | 1860.976 |
| Median Absolute Deviation (MAD) | 751.70161 |
| Skewness | 1.7660189 |
| Sum | 27912779 |
| Variance | 2092947.5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3042.436423 | 1 | < 0.1% |
| 1985.775061 | 1 | < 0.1% |
| 3160.472914 | 1 | < 0.1% |
| 1610.735904 | 1 | < 0.1% |
| 587.1965423 | 1 | < 0.1% |
| 1219.555924 | 1 | < 0.1% |
| 439.1013973 | 1 | < 0.1% |
| 5303.678823 | 1 | < 0.1% |
| 753.5886023 | 1 | < 0.1% |
| 1581.093136 | 1 | < 0.1% |
| Other values (14989) | 14989 |
| Value | Count | Frequency (%) |
| 18.28208247 | 1 | |
| 23.02268479 | 1 | |
| 23.22270707 | 1 | |
| 24.46671745 | 1 | |
| 29.49831738 | 1 | |
| 32.22927341 | 1 | |
| 33.91135074 | 1 | |
| 34.30748147 | 1 | |
| 35.03370569 | 1 | |
| 35.73686778 | 1 |
| Value | Count | Frequency (%) |
| 15851.72716 | 1 | |
| 11328.67878 | 1 | |
| 11230.89332 | 1 | |
| 11228.80454 | 1 | |
| 10972.76217 | 1 | |
| 10796.53436 | 1 | |
| 10726.96811 | 1 | |
| 10348.40878 | 1 | |
| 10340.79441 | 1 | |
| 10318.97414 | 1 |
activity_days
Real number (ℝ)
High correlation Zeros
| Distinct | 32 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.537102 |
| Minimum | 0 |
|---|---|
| Maximum | 31 |
| Zeros | 243 |
| Zeros (%) | 1.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 117.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 8 |
| median | 16 |
| Q3 | 23 |
| 95-th percentile | 29 |
| Maximum | 31 |
| Range | 31 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 9.0046554 |
|---|---|
| Coefficient of variation (CV) | 0.57955821 |
| Kurtosis | -1.2032636 |
| Mean | 15.537102 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | -0.0077143675 |
| Sum | 233041 |
| Variance | 81.083818 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17 | 546 | 3.6% |
| 21 | 525 | 3.5% |
| 29 | 525 | 3.5% |
| 28 | 522 | 3.5% |
| 1 | 510 | 3.4% |
| 5 | 506 | 3.4% |
| 24 | 499 | 3.3% |
| 7 | 493 | 3.3% |
| 10 | 492 | 3.3% |
| 2 | 491 | 3.3% |
| Other values (22) | 9890 |
| Value | Count | Frequency (%) |
| 0 | 243 | |
| 1 | 510 | |
| 2 | 491 | |
| 3 | 474 | |
| 4 | 461 | |
| 5 | 506 | |
| 6 | 483 | |
| 7 | 493 | |
| 8 | 486 | |
| 9 | 458 |
| Value | Count | Frequency (%) |
| 31 | 246 | |
| 30 | 479 | |
| 29 | 525 | |
| 28 | 522 | |
| 27 | 460 | |
| 26 | 473 | |
| 25 | 478 | |
| 24 | 499 | |
| 23 | 456 | |
| 22 | 469 |
driving_days
Real number (ℝ)
High correlation Zeros
| Distinct | 31 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.179879 |
| Minimum | 0 |
|---|---|
| Maximum | 30 |
| Zeros | 1024 |
| Zeros (%) | 6.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 117.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5 |
| median | 12 |
| Q3 | 19 |
| 95-th percentile | 25 |
| Maximum | 30 |
| Range | 30 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 7.8240361 |
|---|---|
| Coefficient of variation (CV) | 0.6423739 |
| Kurtosis | -1.0807976 |
| Mean | 12.179879 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.097109286 |
| Sum | 182686 |
| Variance | 61.215541 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1024 | 6.8% |
| 17 | 615 | 4.1% |
| 19 | 608 | 4.1% |
| 18 | 601 | 4.0% |
| 16 | 598 | 4.0% |
| 10 | 596 | 4.0% |
| 3 | 583 | 3.9% |
| 14 | 580 | 3.9% |
| 2 | 577 | 3.8% |
| 11 | 577 | 3.8% |
| Other values (21) | 8640 |
| Value | Count | Frequency (%) |
| 0 | 1024 | |
| 1 | 548 | |
| 2 | 577 | |
| 3 | 583 | |
| 4 | 495 | |
| 5 | 561 | |
| 6 | 570 | |
| 7 | 534 | |
| 8 | 574 | |
| 9 | 555 |
| Value | Count | Frequency (%) |
| 30 | 12 | 0.1% |
| 29 | 48 | 0.3% |
| 28 | 111 | 0.7% |
| 27 | 169 | 1.1% |
| 26 | 229 | |
| 25 | 290 | |
| 24 | 365 | |
| 23 | 407 | |
| 22 | 484 | |
| 21 | 508 |
device
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 810.9 KiB |
| iPhone | |
|---|---|
| Android |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 6.355157 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Android |
|---|---|
| 2nd row | iPhone |
| 3rd row | Android |
| 4th row | iPhone |
| 5th row | Android |
Common Values
| Value | Count | Frequency (%) |
| iPhone | 9672 | |
| Android | 5327 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| iphone | 9672 | |
| android | 5327 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 14999 | |
| n | 14999 | |
| o | 14999 | |
| d | 10654 | |
| h | 9672 | |
| P | 9672 | |
| e | 9672 | |
| A | 5327 | 5.6% |
| r | 5327 | 5.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 95321 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 14999 | |
| n | 14999 | |
| o | 14999 | |
| d | 10654 | |
| h | 9672 | |
| P | 9672 | |
| e | 9672 | |
| A | 5327 | 5.6% |
| r | 5327 | 5.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 95321 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 14999 | |
| n | 14999 | |
| o | 14999 | |
| d | 10654 | |
| h | 9672 | |
| P | 9672 | |
| e | 9672 | |
| A | 5327 | 5.6% |
| r | 5327 | 5.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 95321 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 14999 | |
| n | 14999 | |
| o | 14999 | |
| d | 10654 | |
| h | 9672 | |
| P | 9672 | |
| e | 9672 | |
| A | 5327 | 5.6% |
| r | 5327 | 5.6% |
Interactions
Correlations
| activity_days | device | driven_km_drives | drives | driving_days | duration_minutes_drives | label | n_days_after_onboarding | sessions | total_navigations_fav1 | total_navigations_fav2 | total_sessions | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| activity_days | 1.000 | 0.000 | -0.009 | 0.023 | 0.950 | -0.008 | 0.313 | -0.010 | 0.024 | 0.013 | -0.005 | 0.016 |
| device | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| driven_km_drives | -0.009 | 0.000 | 1.000 | 0.005 | -0.011 | 0.681 | 0.024 | -0.003 | 0.005 | -0.009 | 0.010 | 0.004 |
| drives | 0.023 | 0.000 | 0.005 | 1.000 | 0.017 | -0.001 | 0.044 | 0.001 | 0.998 | 0.009 | 0.009 | 0.581 |
| driving_days | 0.950 | 0.000 | -0.011 | 0.017 | 1.000 | -0.009 | 0.301 | -0.008 | 0.018 | 0.012 | 0.001 | 0.013 |
| duration_minutes_drives | -0.008 | 0.000 | 0.681 | -0.001 | -0.009 | 1.000 | 0.033 | -0.009 | -0.002 | -0.001 | 0.002 | 0.003 |
| label | 0.313 | 0.000 | 0.024 | 0.044 | 0.301 | 0.033 | 1.000 | 0.128 | 0.041 | 0.057 | 0.039 | 0.032 |
| n_days_after_onboarding | -0.010 | 0.000 | -0.003 | 0.001 | -0.008 | -0.009 | 0.128 | 1.000 | 0.001 | 0.002 | -0.007 | 0.006 |
| sessions | 0.024 | 0.000 | 0.005 | 0.998 | 0.018 | -0.002 | 0.041 | 0.001 | 1.000 | 0.011 | 0.009 | 0.583 |
| total_navigations_fav1 | 0.013 | 0.000 | -0.009 | 0.009 | 0.012 | -0.001 | 0.057 | 0.002 | 0.011 | 1.000 | 0.003 | 0.001 |
| total_navigations_fav2 | -0.005 | 0.000 | 0.010 | 0.009 | 0.001 | 0.002 | 0.039 | -0.007 | 0.009 | 0.003 | 1.000 | 0.006 |
| total_sessions | 0.016 | 0.000 | 0.004 | 0.581 | 0.013 | 0.003 | 0.032 | 0.006 | 0.583 | 0.001 | 0.006 | 1.000 |
Missing values
Sample
| label | sessions | drives | total_sessions | n_days_after_onboarding | total_navigations_fav1 | total_navigations_fav2 | driven_km_drives | duration_minutes_drives | activity_days | driving_days | device | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | retained | 283 | 226 | 296.748273 | 2276 | 208 | 0 | 2628.845068 | 1985.775061 | 28 | 19 | Android |
| 1 | retained | 133 | 107 | 326.896596 | 1225 | 19 | 64 | 13715.920550 | 3160.472914 | 13 | 11 | iPhone |
| 2 | retained | 114 | 95 | 135.522926 | 2651 | 0 | 0 | 3059.148818 | 1610.735904 | 14 | 8 | Android |
| 3 | retained | 49 | 40 | 67.589221 | 15 | 322 | 7 | 913.591123 | 587.196542 | 7 | 3 | iPhone |
| 4 | retained | 84 | 68 | 168.247020 | 1562 | 166 | 5 | 3950.202008 | 1219.555924 | 27 | 18 | Android |
| 5 | retained | 113 | 103 | 279.544437 | 2637 | 0 | 0 | 901.238699 | 439.101397 | 15 | 11 | iPhone |
| 6 | retained | 3 | 2 | 236.725314 | 360 | 185 | 18 | 5249.172828 | 726.577205 | 28 | 23 | iPhone |
| 7 | retained | 39 | 35 | 176.072845 | 2999 | 0 | 0 | 7892.052468 | 2466.981741 | 22 | 20 | iPhone |
| 8 | retained | 57 | 46 | 183.532018 | 424 | 0 | 26 | 2651.709764 | 1594.342984 | 25 | 20 | Android |
| 9 | churned | 84 | 68 | 244.802115 | 2997 | 72 | 0 | 6043.460295 | 2341.838528 | 7 | 3 | iPhone |
| label | sessions | drives | total_sessions | n_days_after_onboarding | total_navigations_fav1 | total_navigations_fav2 | driven_km_drives | duration_minutes_drives | activity_days | driving_days | device | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14989 | retained | 6 | 6 | 153.373616 | 2988 | 371 | 24 | 1553.284152 | 833.421155 | 23 | 20 | iPhone |
| 14990 | churned | 73 | 61 | 329.904300 | 614 | 60 | 46 | 6090.450154 | 3323.880771 | 0 | 0 | Android |
| 14991 | churned | 50 | 41 | 102.444592 | 1463 | 0 | 121 | 4094.536313 | 2201.984210 | 4 | 2 | iPhone |
| 14992 | retained | 112 | 90 | 267.040136 | 1283 | 14 | 0 | 1525.932143 | 1116.650478 | 5 | 5 | iPhone |
| 14993 | NaN | 67 | 57 | 97.570074 | 1131 | 207 | 102 | 2267.052913 | 318.120634 | 27 | 26 | iPhone |
| 14994 | retained | 60 | 55 | 207.875622 | 140 | 317 | 0 | 2890.496901 | 2186.155708 | 25 | 17 | iPhone |
| 14995 | retained | 42 | 35 | 187.670313 | 2505 | 15 | 10 | 4062.575194 | 1208.583193 | 25 | 20 | Android |
| 14996 | retained | 273 | 219 | 422.017241 | 1873 | 17 | 0 | 3097.825028 | 1031.278706 | 18 | 17 | iPhone |
| 14997 | churned | 149 | 120 | 180.524184 | 3150 | 45 | 0 | 4051.758549 | 254.187763 | 6 | 6 | iPhone |
| 14998 | retained | 73 | 58 | 353.419797 | 3383 | 13 | 51 | 6030.498773 | 3042.436423 | 14 | 13 | iPhone |